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Scalable Automation Starts Here: Meet Stagehand and MongoDB Atlas
Originally from mongodb.com
September 12, 2025 • Roasted by Rick "The Relic" Thompson Read Original Article

Alright, settle down, whippersnappers. Pour me a cup of that burnt break-room coffee and let's read the latest gospel from the Church of Silicon Valley. What have we got today? "Stagehand and MongoDB Atlas: Redefining what's possible for building AI applications."

Oh, this is a good one. Redefining what's possible. I haven't heard that line since some sales kid in a shiny suit tried to sell me on a relational database in 1983, claiming it would make my IMS hierarchical database obsolete. Guess what? It did. And now you're all running away from it like it's on fire. The circle of life, I suppose.

So, the big "challenge" is that the web has... unstructured data. You don't say. You mean people don't publish their innermost thoughts in perfectly normalized third-normal-form tables? Shocking. We used to call that "garbage in, garbage out," but now you call it an "AI-ready data foundation."

Let's start with this "Stagehand" thing. It uses "natural language" to control a browser because writing selectors is too "fragile." Back in my day, we scraped data by parsing raw EBCDIC streams from a satellite feed using COBOL. We didn't have a "Document Object Model," we had a hexadecimal memory dump and a printed copy of the data spec. If the spec changed, we didn't whine that our script was "fragile." We grabbed the new spec, drank some stale coffee, and updated the 300 lines of inscrutable PERFORM statements. It was called doing your job.

You're telling me you can now just type page.extract("the price of the first cookie")? And what happens when the marketing department A/B tests the page and there are two prices? Or the price is in an image? Or it's a "special offer" that requires a click-through? An "agentic workflow" won't save you. You'll just have a very confident, very stupid "agent" filling your database with junk. I've seen more reliable logic on a punch card.

And where does all this wonderfully unstructured, reliably-unreliable data go? Why, into MongoDB Atlas, of course! The database that proudly declares its greatest feature is a lack of features.

MongoDB's flexible document model...eliminates the need for cumbersome schema “day 1” definitions and “day 2” migrations, which are a constant bottleneck in relational databases.

A bottleneck? You call data integrity a bottleneck? That's like saying the foundation of a skyscraper is a "bottleneck" to getting to the top floor faster. We called it a schema. It was a contract. It was the thing that stopped a developer from shoving a 300-character string of their favorite poetry into a field meant for a social security number. With your "flexible document model," you're not eliminating a bottleneck; you're just kicking the can down the road until some poor soul has to write a report and discovers the "price" field contains numbers, strings, nulls, and a Base64-encoded picture of a cat.

Then we get to the magic beans: "Native vector search." You kids are so proud of this. You've discovered that you can represent words and images as a big list of numbers and then... find other lists of numbers that are "close" to them. Congratulations, you've rediscovered indexing, but made it fuzzy and computationally expensive. We had full-text search and SOUNDEX in DB2 circa 1995. It wasn't "semantic," but it also didn't require a server farm that could dim the lights of a small city just to figure out that "king" is related to "queen."

And the claims... oh, the claims are beautiful.

So let me paint you a picture of your glorious AI-powered future. Your "resilient" natural-language scraper is going to misinterpret a website redesign and start scraping ad banners instead of product details. This beautifully unstructured garbage will flow seamlessly into your schema-less MongoDB database. No alarms will go off, because to Mongo, it's all just valid JSON. Your "AI agent" will then run a "vector search" over this pile of nonsense, confidently conclude that your top-selling product is now "Click Here For A Free iPad," and use its MCP update-many privileges to re-price your entire inventory to $0.00.

And I'll be sitting here, watching it all burn, sipping my coffee next to my trusty 3270 terminal emulator. Because back in my day, we backed up to tape. Not because we were slow, but because we knew, deep in our bones, that sooner or later, you kids were going to invent a faster way to blow everything up. And for that, I salute you. Now get off my lawn.